Treinamento do modelo para a identificação de cachos de uva

Identificação de 1 classe

• 0 - Background
• 1 - uva

## import pacotes

import pandas as pd
import numpy as np
import cv2
import os
import re

from PIL import Image

import albumentations as A
from albumentations.pytorch.transforms import ToTensorV2

import torch
import torchvision

from torchvision.models.detection.faster_rcnn import FastRCNNPredictor
from torchvision.models.detection import FasterRCNN
from torchvision.models.detection.rpn import AnchorGenerator

from torch.utils.data import DataLoader, Dataset
from torch.utils.data.sampler import SequentialSampler

from os import listdir
from os.path import isfile, join
from matplotlib import pyplot as plt
import torchvision.models as models
import warnings
warnings.filterwarnings('ignore')

Formato dos diretórios

• img

  • train (imagens de treinamento)
  • test (imagens para teste)

• anotacoes (contém todas as anotações de treinamento e teste em formato .csv)

## Diretórios 

DIR_INPUT = 'Imagens/img/'

path = 'Imagens/img/train/'
DIR_TRAIN = f'{DIR_INPUT}/train/'
DIR_TEST = f'{DIR_INPUT}/test/'
path_anotacoes = 'Imagens/anotacoes/'

## Verifica tamanho das imagens

onlyfiles = [f for f in listdir(DIR_TRAIN) if isfile(join(DIR_TRAIN, f))]
print('Quantidade de arquivos: ',len(onlyfiles))
print('\n')
      
for i in onlyfiles:
    img = cv2.imread(DIR_TRAIN + i)
    print(img.shape)

Quantidade de arquivos:  293


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## Percorre anotações

onlyfiles = [f for f in listdir(path_anotacoes) if isfile(join(path_anotacoes, f))]
print('Quantidade de arquivos: ',len(onlyfiles))

base_imagens = pd.DataFrame()

for i in onlyfiles:
    df = pd.read_csv((path_anotacoes + i),header=None)
    base_imagens = pd.concat([base_imagens,df], axis=0)
    print(df.shape)

Quantidade de arquivos:  2
(122, 8)
(4190, 8)

base_imagens

	0	1	2	3	4	5	6	7
0	uva	142	258	173	310	CDY_2015.jpg	2048	1365
1	uva	1016	650	85	88	CDY_2015.jpg	2048	1365
2	uva	1332	606	79	129	CDY_2015.jpg	2048	1365
3	uva	53	572	213	176	CDY_2015.jpg	2048	1365
4	uva	70	746	101	95	CDY_2015.jpg	2048	1365
...	...	...	...	...	...	...	...	...
4185	uva	386	853	155	224	SYH_2017-04-27_1344.jpg	2048	1365
4186	uva	382	572	169	281	SYH_2017-04-27_1344.jpg	2048	1365
4187	uva	591	755	109	229	SYH_2017-04-27_1344.jpg	2048	1365
4188	uva	703	558	216	276	SYH_2017-04-27_1344.jpg	2048	1365
4189	uva	638	596	96	150	SYH_2017-04-27_1344.jpg	2048	1365

4312 rows × 8 columns

## Colunas renomeadas para gerar as bounding boxes

base_imagens.rename(columns={0: "label",1:"x",2:"y",3:"w",4:"h", 5: "image_id",6:"width",7:"height"}, inplace=True)
base_imagens

	label	x	y	w	h	image_id	width	height
0	uva	142	258	173	310	CDY_2015.jpg	2048	1365
1	uva	1016	650	85	88	CDY_2015.jpg	2048	1365
2	uva	1332	606	79	129	CDY_2015.jpg	2048	1365
3	uva	53	572	213	176	CDY_2015.jpg	2048	1365
4	uva	70	746	101	95	CDY_2015.jpg	2048	1365
...	...	...	...	...	...	...	...	...
4185	uva	386	853	155	224	SYH_2017-04-27_1344.jpg	2048	1365
4186	uva	382	572	169	281	SYH_2017-04-27_1344.jpg	2048	1365
4187	uva	591	755	109	229	SYH_2017-04-27_1344.jpg	2048	1365
4188	uva	703	558	216	276	SYH_2017-04-27_1344.jpg	2048	1365
4189	uva	638	596	96	150	SYH_2017-04-27_1344.jpg	2048	1365

4312 rows × 8 columns

Mudança nomenclatura

1 - uva

base_imagens['label'] = base_imagens['label'].str.lower()
base_imagens.loc[base_imagens['label'] == 'uva','label'] = int(1)

base_imagens

	label	x	y	w	h	image_id	width	height
0	1	142	258	173	310	CDY_2015.jpg	2048	1365
1	1	1016	650	85	88	CDY_2015.jpg	2048	1365
2	1	1332	606	79	129	CDY_2015.jpg	2048	1365
3	1	53	572	213	176	CDY_2015.jpg	2048	1365
4	1	70	746	101	95	CDY_2015.jpg	2048	1365
...	...	...	...	...	...	...	...	...
4185	1	386	853	155	224	SYH_2017-04-27_1344.jpg	2048	1365
4186	1	382	572	169	281	SYH_2017-04-27_1344.jpg	2048	1365
4187	1	591	755	109	229	SYH_2017-04-27_1344.jpg	2048	1365
4188	1	703	558	216	276	SYH_2017-04-27_1344.jpg	2048	1365
4189	1	638	596	96	150	SYH_2017-04-27_1344.jpg	2048	1365

4312 rows × 8 columns

## Retira extensão .jpg da coluna Image_id

for linha  in range(len(base_imagens)):

    base_imagens['image_id'].iloc[linha] = base_imagens['image_id'].iloc[linha].replace(".jpg", "")

image_ids = base_imagens['image_id'].unique()

#lista de nomes unicos fotos 
arquivos_treino = [f for f in listdir(DIR_TRAIN) if isfile(join(DIR_TRAIN, f))]

list_imagem_treino = []
for imagem_treino  in arquivos_treino:
    list_imagem_treino.append(imagem_treino.replace(".jpg", ""))
image_ids = list(set(list_imagem_treino) & set(image_ids))

image_ids

['CSV_1897',
 'CDY_2045',
 'CDY_2046',
 'CDY_20180427_153144437_BURST000_COVER_TOP',
 'SYH_2017-04-27_1278',
 'SVB_1935',
 'CFR_20180427_141128570',
 'CFR_1637',
 'SYH_2017-04-27_1253',
 'SVB_1973',
 'SVB_1934',
 'SYH_2017-04-27_1233',
 'SVB_20180427_152158290_HDR',
 'CFR_1628',
 'CDY_2017',
 'CFR_1641',
 'CFR_1664',
 'CDY_2054',
 'CSV_20180427_144513954',
 'SVB_1941',
 'SYH_2017-04-27_1294',
 'SVB_1950',
 'CDY_2042',
 'CDY_20180427_152937457_BURST000_COVER_TOP',
 'CFR_1632',
 'CFR_1624',
 'CFR_1658',
 'SVB_20180427_152312131_HDR',
 'CFR_1642',
 'SYH_2017-04-27_1247',
 'CSV_20180427_144602780',
 'CFR_1627',
 'CFR_1623',
 'CFR_20180427_141010086_HDR',
 'CSV_1865',
 'SVB_20180427_152010406_HDR',
 'CDY_2039',
 'CSV_1881',
 'SYH_2017-04-27_1332',
 'CSV_20180427_144743364_HDR',
 'CSV_20180427_144535647',
 'SYH_2017-04-27_1326',
 'CFR_1661',
 'SYH_2017-04-27_1236',
 'CFR_1654',
 'SVB_1967',
 'CFR_1648',
 'SVB_1939',
 'CDY_2041',
 'CSV_1909',
 'CSV_1899',
 'CSV_1873',
 'CFR_1625',
 'SVB_20180427_152328332_HDR',
 'CFR_1657',
 'CSV_1868',
 'SVB_1971',
 'SVB_1963',
 'SVB_1931',
 'CFR_1668',
 'CDY_2062',
 'CDY_2049',
 'CDY_2027',
 'SVB_1964',
 'SYH_2017-04-27_1292',
 'CSV_1907',
 'SYH_2017-04-27_1271',
 'CDY_20180427_152823935_BURST000_COVER_TOP',
 'CSV_1866',
 'CFR_1663',
 'CFR_20180427_141228722',
 'SYH_2017-04-27_1340',
 'CFR_20180427_141254316_HDR',
 'CFR_1667',
 'CDY_2037',
 'SVB_20180427_152141327',
 'CSV_20180427_144521946',
 'CSV_1878',
 'CSV_20180427_144507419',
 'CFR_20180427_141236326',
 'SYH_2017-04-27_1251',
 'CFR_1645',
 'CDY_2064',
 'CFR_1621',
 'SVB_1970',
 'CSV_1871',
 'SYH_2017-04-27_1334',
 'SVB_20180427_152404735_HDR',
 'CSV_20180427_144528920',
 'CDY_20180427_152724818_BURST000_COVER_TOP',
 'CFR_1655',
 'SVB_1944',
 'SYH_2017-04-27_1255',
 'CSV_1886',
 'SYH_2017-04-27_1310',
 'CDY_20180427_153126820_BURST000_COVER_TOP',
 'SYH_2017-04-27_1275',
 'SYH_2017-04-27_1238',
 'CSV_1884',
 'CDY_2044',
 'CFR_20180427_141239085',
 'SYH_2017-04-27_1312',
 'SVB_1955',
 'SYH_2017-04-27_1265',
 'SYH_2017-04-27_1285',
 'SVB_20180427_152106643_HDR',
 'SVB_20180427_151954938_HDR',
 'CFR_1672',
 'SVB_20180427_152220515_HDR',
 'SYH_2017-04-27_1311',
 'SYH_2017-04-27_1269',
 'CSV_20180427_144848357',
 'SVB_1968',
 'SYH_2017-04-27_1324',
 'SYH_2017-04-27_1262',
 'SVB_1942',
 'SVB_1976',
 'CSV_1869',
 'CDY_20180427_153126820_BURST001',
 'SYH_2017-04-27_1320',
 'SVB_1974',
 'CSV_20180427_144714850_HDR',
 'CFR_1671',
 'CFR_1630',
 'SVB_1969',
 'CDY_2052',
 'SVB_1948',
 'CSV_1870',
 'CDY_2018',
 'SYH_2017-04-27_1232',
 'CFR_1644',
 'CSV_1908',
 'CFR_20180427_141059738_HDR',
 'CFR_20180427_141030745_HDR',
 'SVB_1972',
 'CFR_1639',
 'CSV_1901',
 'CDY_2028',
 'SVB_1953',
 'CDY_2063',
 'CDY_2060',
 'SYH_2017-04-27_1291',
 'SVB_1949',
 'SYH_2017-04-27_1239',
 'SVB_1937',
 'CSV_1894',
 'CFR_1662',
 'CFR_1620',
 'CDY_2021',
 'CFR_1629',
 'CDY_2024',
 'CFR_20180427_141119803_HDR',
 'CDY_2016',
 'SYH_2017-04-27_1243',
 'CFR_1633',
 'CDY_2047',
 'SVB_1929',
 'CFR_1652',
 'CDY_2020',
 'CSV_20180427_144732784_HDR',
 'SYH_2017-04-27_1264',
 'CFR_1666',
 'CSV_1876',
 'CFR_1643',
 'CDY_2055',
 'CFR_1670',
 'CDY_2019',
 'CSV_1872',
 'CDY_2040',
 'CDY_2051',
 'CSV_1898',
 'SYH_2017-04-27_1280',
 'CFR_1651',
 'CFR_1635',
 'CSV_20180427_144622111_HDR',
 'CSV_1880',
 'CSV_1874',
 'CDY_2029',
 'SYH_2017-04-27_1314',
 'CFR_1656',
 'CFR_20180427_141224656',
 'SVB_20180427_152414932_HDR',
 'SVB_20180427_152027593_HDR',
 'CSV_1906',
 'CSV_1893',
 'CFR_1640',
 'CFR_1631',
 'SYH_2017-04-27_1318',
 'CFR_20180427_141115778_HDR',
 'SYH_2017-04-27_1297',
 'CDY_2033',
 'SVB_1936',
 'SYH_2017-04-27_1241',
 'CDY_20180427_153421615_BURST001',
 'CDY_2058',
 'CSV_20180427_144548550',
 'CFR_20180427_141134599',
 'CDY_2030',
 'CSV_1900',
 'SVB_1933',
 'SVB_1940',
 'CSV_1889',
 'SYH_2017-04-27_1300',
 'CFR_20180427_141215627',
 'SYH_2017-04-27_1336',
 'CDY_20180427_153152483_BURST001',
 'CDY_2023',
 'CDY_2032',
 'SYH_2017-04-27_1260',
 'CSV_1905',
 'SYH_2017-04-27_1316',
 'CFR_20180427_141150696',
 'CSV_1892',
 'CDY_20180427_153310519_BURST000_COVER_TOP',
 'CFR_1636',
 'CSV_1903',
 'CSV_1891',
 'CDY_2031',
 'CFR_1659',
 'CSV_1904',
 'SVB_1930',
 'SYH_2017-04-27_1333',
 'CDY_2050',
 'SVB_1975',
 'CDY_2043',
 'SVB_1965',
 'CDY_2022',
 'CDY_2025',
 'CSV_1890',
 'SVB_1954',
 'SVB_1958',
 'SVB_1962',
 'SYH_2017-04-27_1304',
 'SVB_1938',
 'CSV_1867',
 'CDY_2038',
 'SVB_1960',
 'CDY_2026',
 'SVB_1951',
 'CDY_20180427_153615626_BURST000_COVER_TOP',
 'SVB_1957',
 'SYH_2017-04-27_1268',
 'SVB_1956',
 'CSV_1877',
 'CFR_1653',
 'SYH_2017-04-27_1344',
 'CFR_1660',
 'CDY_2053',
 'CDY_20180427_153201477_BURST000_COVER_TOP',
 'CSV_1912',
 'CDY_2059',
 'CFR_1634',
 'CFR_1650',
 'CDY_2056',
 'CSV_1887',
 'CDY_2057',
 'SVB_1952',
 'CFR_1647',
 'SVB_1947',
 'SYH_2017-04-27_1338',
 'CDY_2036',
 'SYH_2017-04-27_1342',
 'CSV_20180427_144556277',
 'SVB_1959',
 'SVB_1943',
 'SYH_2017-04-27_1273',
 'SVB_1961',
 'CDY_2035',
 'SVB_1946',
 'CSV_1882',
 'SYH_2017-04-27_1289',
 'CDY_20180427_153409150_BURST000_COVER_TOP',
 'CSV_20180427_144615644',
 'CFR_1626',
 'SVB_1945',
 'CDY_20180427_153557690_BURST000_COVER_TOP',
 'CSV_1896',
 'CFR_1622',
 'CFR_1646',
 'CSV_1883',
 'CDY_2034',
 'CDY_20180427_153021423_BURST001',
 'CFR_1638',
 'CDY_2048',
 'SYH_2017-04-27_1322',
 'CSV_20180427_144723166_HDR',
 'SVB_1966']

arquivos_teste = [f for f in listdir(DIR_TEST) if isfile(join(DIR_TEST, f))]

for imagem_teste  in arquivos_teste:
    imagem_teste = imagem_teste.replace(".jpg", "")
image_ids = np.append(image_ids, imagem_teste)

## Divide em treinamento e teste a partir dos nomes dos ids

train_ids = image_ids[:-1]
valid_ids = image_ids[-1:]

valid_df = base_imagens[base_imagens['image_id'].isin(valid_ids)]
train_df = base_imagens[base_imagens['image_id'].isin(train_ids)]

valid_df.shape, train_df.shape

((14, 8), (4190, 8))

#id de imagens de teste
valid_ids

array(['CDY_20180427_153433120_BURST001'], dtype='<U41')

base_imagens['label'] = pd.to_numeric(base_imagens['label'])

base_imagens.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 4312 entries, 0 to 4189
Data columns (total 8 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   label     4312 non-null   int64 
 1   x         4312 non-null   int64 
 2   y         4312 non-null   int64 
 3   w         4312 non-null   int64 
 4   h         4312 non-null   int64 
 5   image_id  4312 non-null   object
 6   width     4312 non-null   int64 
 7   height    4312 non-null   int64 
dtypes: int64(7), object(1)
memory usage: 303.2+ KB

# rec = base_imagens[base_imagens['image_id'] == 'CSV_1871']

# rec

# torch.ones((rec.shape[0],), dtype=torch.int64)

# torch.as_tensor(rec['label'].values, dtype=torch.int64)

class TesteDataset(Dataset):
    
    def __init__(self, dataframe, image_dir, transforms=None):
        super().__init__()

        self.image_ids = dataframe['image_id'].unique()
        self.df = dataframe
        self.image_dir = image_dir
        self.transforms = transforms

    def __getitem__(self, index: int):

        image_id = self.image_ids[index]
        records = self.df[self.df['image_id'] == image_id]
        print( self.image_dir + '/' + image_id+'..jpg')
        image = cv2.imread(f'{self.image_dir}/{image_id}.jpg', cv2.IMREAD_COLOR)
        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB).astype(np.float32)
        image /= 255.0

        boxes = records[['x', 'y', 'w', 'h']].values
        boxes[:, 2] = boxes[:, 0] + boxes[:, 2]
        boxes[:, 3] = boxes[:, 1] + boxes[:, 3]
        
        area = (boxes[:, 3] - boxes[:, 1]) * (boxes[:, 2] - boxes[:, 0])
        area = torch.as_tensor(area, dtype=torch.float32)
        #obj_ids = records['label'].values ###########################################################
        
        # there is only one class
        
        labels = torch.ones((records.shape[0],), dtype=torch.int64)
        #labels = torch.as_tensor(obj_ids, dtype=torch.int64) ##########################################
        
        # suppose all instances are not crowd
        iscrowd = torch.zeros((records.shape[0],), dtype=torch.int64)
        
        
        target = {}
        target['boxes'] = boxes
        target['labels'] = labels
        # target['masks'] = None
        target['image_id'] = torch.tensor([index])
        target['area'] = area
        target['iscrowd'] = iscrowd

        if self.transforms:
            sample = {
                'image': image,
                'bboxes': target['boxes'],
                'labels': labels
            }
            sample = self.transforms(**sample)
            image = sample['image']
            
            target['boxes'] = torch.stack(tuple(map(torch.tensor, zip(*sample['bboxes'])))).permute(1, 0)

        return image, target, image_id

    def __len__(self) -> int:
        return self.image_ids.shape[0]

# Albumentations
def get_train_transform():
    return A.Compose([
        A.Flip(0.5),
        ToTensorV2(p=1.0)
    ], bbox_params={'format': 'pascal_voc', 'label_fields': ['labels']})

def get_valid_transform():
    
    return A.Compose([
        ToTensorV2(p=1.0)
    ], bbox_params={'format': 'pascal_voc', 'label_fields': ['labels']})

def collate_fn(batch):
    return tuple(zip(*batch))

train_dataset = TesteDataset(train_df, DIR_TRAIN, get_train_transform())
valid_dataset = TesteDataset(valid_df, DIR_TEST, get_valid_transform())

# dataset - dataloader - treino e avaliação
indices = torch.randperm(len(train_dataset)).tolist()

train_data_loader = DataLoader(
    train_dataset,
    batch_size=3,
    shuffle=False,
    num_workers=2,
    collate_fn=collate_fn
)

valid_data_loader = DataLoader(
    valid_dataset,
    batch_size=3,
    shuffle=False,
    num_workers=2,
    collate_fn=collate_fn
)

images, targets, image_ids = next(iter(valid_data_loader))

Imagens/img//test//CDY_20180427_153433120_BURST001..jpg

Transfer learning para identificar apenas um tipo de objeto

model2 = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)

num_classes = 2  # 1 class (uva) + background

# obtem numero de features do classificador
in_features = model2.roi_heads.box_predictor.cls_score.in_features

print(in_features)

# substitui a camada de entrada
model2.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)

1024

class Averager:
    def __init__(self):
        self.current_total = 0.0
        self.iterations = 0.0

    def send(self, value):
        self.current_total += value
        self.iterations += 1

    @property
    def value(self):
        if self.iterations == 0:
            return 0
        else:
            return 1.0 * self.current_total / self.iterations

    def reset(self):
        self.current_total = 0.0
        self.iterations = 0.0

device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')

## Número de épocas = 100

model2.to(device)
params = [p for p in model2.parameters() if p.requires_grad]
optimizer = torch.optim.SGD(params, lr=0.005, momentum=0.9, weight_decay=0.0005)
lr_scheduler = None

num_epochs = 50

Treinamento do modelo

loss_hist = Averager()
itr = 1

for epoch in range(num_epochs):
    loss_hist.reset()
    
    for images, targets, image_ids in train_data_loader:
        
        images = list(image.to(device) for image in images)
        targets = [{k: v.long().to(device) for k, v in t.items()} for t in targets]

        loss_dict = model2(images, targets)

        losses = sum(loss for loss in loss_dict.values())
        loss_value = losses.item()

        loss_hist.send(loss_value)

        optimizer.zero_grad()
        losses.backward()
        optimizer.step()

        if itr % 50 == 0:
            print(f"Iteration #{itr} loss: {loss_value}")

        itr += 1
    
    # update the learning rate
    if lr_scheduler is not None:
        lr_scheduler.step()

    print(f"Epoch #{epoch} loss: {loss_hist.value}")   

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Iteration #50 loss: 1.0647900104522705
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Epoch #0 loss: 1.0273259089638789
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Iteration #100 loss: 0.6392041444778442
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Iteration #150 loss: 0.7984788417816162
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Epoch #1 loss: 0.7913891409213344
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Iteration #200 loss: 0.544463038444519
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Iteration #250 loss: 0.8312002420425415
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Epoch #2 loss: 0.7176789604127407
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Iteration #300 loss: 0.5132761001586914
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Iteration #350 loss: 0.9292583465576172
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Epoch #3 loss: 0.6802380764856935
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Iteration #400 loss: 0.5959960222244263
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Iteration #450 loss: 0.6648398041725159
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Epoch #4 loss: 0.6340559124946594
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Imagens/img//train//CDY_2022..jpgImagens/img//train//CDY_2025..jpg

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Iteration #500 loss: 0.5886961817741394
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Iteration #550 loss: 0.9056509137153625
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Epoch #5 loss: 0.6240017730742693
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Iteration #600 loss: 0.6850093007087708
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Iteration #650 loss: 0.7491940259933472
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Epoch #6 loss: 0.5794482811664542
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Iteration #700 loss: 0.7626064419746399
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Iteration #750 loss: 0.6157507300376892
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Epoch #7 loss: 0.553529706162711
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Iteration #800 loss: 0.439642071723938
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Iteration #850 loss: 0.6192618608474731
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Epoch #8 loss: 0.5167399933561683
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Iteration #900 loss: 0.2830878794193268
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Iteration #950 loss: 0.3952839970588684
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Epoch #9 loss: 0.516994814388454
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Iteration #1000 loss: 0.6140523552894592
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Iteration #1050 loss: 0.3940950036048889
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Epoch #10 loss: 0.4791395018498103
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Iteration #1100 loss: 0.4080449342727661
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Iteration #1150 loss: 0.3425251841545105
Epoch #11 loss: 0.48508329953377444
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Iteration #1200 loss: 0.3267848789691925
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Epoch #12 loss: 0.47867687574277323
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Iteration #1250 loss: 0.36873847246170044
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Iteration #1300 loss: 0.4264422059059143
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Epoch #13 loss: 0.46349832105139893
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Iteration #1350 loss: 0.5006810426712036
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Iteration #1400 loss: 0.35333865880966187
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Epoch #14 loss: 0.43890164730449516
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Iteration #1450 loss: 0.33039113879203796
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Iteration #1500 loss: 0.36264568567276
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Epoch #15 loss: 0.41275121131911874
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Iteration #1550 loss: 0.2998811900615692
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Iteration #1600 loss: 0.3543315529823303
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Epoch #16 loss: 0.3960771554460128
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Imagens/img//train//CFR_1620..jpg
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Iteration #1650 loss: 0.46399492025375366
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Iteration #1700 loss: 0.42952409386634827
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Epoch #17 loss: 0.38987825174505514
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Iteration #1750 loss: 0.3095664978027344
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Iteration #1800 loss: 0.6369670033454895
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Epoch #18 loss: 0.38056160338843864
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Iteration #1850 loss: 0.4574965536594391
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Iteration #1900 loss: 0.35797128081321716
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Epoch #19 loss: 0.3696727071267863
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Iteration #1950 loss: 0.2813069522380829
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Iteration #2000 loss: 0.31643351912498474
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Epoch #20 loss: 0.3709463003712396
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Iteration #2050 loss: 0.27844247221946716
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Iteration #2100 loss: 0.3324083089828491
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Epoch #21 loss: 0.35447366318355006
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Iteration #2150 loss: 0.19569525122642517
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Iteration #2200 loss: 0.2938145399093628
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Epoch #22 loss: 0.3391018584370613
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Iteration #2250 loss: 0.3544222414493561
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Iteration #2300 loss: 0.31917232275009155
Epoch #23 loss: 0.3377425850679477
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Iteration #2350 loss: 0.2531028091907501
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Iteration #2400 loss: 0.23702315986156464
Epoch #24 loss: 0.32674758741632104
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Iteration #2450 loss: 0.33250901103019714
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Epoch #25 loss: 0.31195409363135695
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Iteration #2500 loss: 0.2890757918357849
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Iteration #2550 loss: 0.3673868179321289
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Epoch #26 loss: 0.3171972978549699
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Iteration #2600 loss: 0.259433776140213
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Iteration #2650 loss: 0.2632908821105957
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Epoch #27 loss: 0.3051955592818558
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Iteration #2700 loss: 0.23172694444656372
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Iteration #2750 loss: 0.41888439655303955
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Epoch #28 loss: 0.29190089041367173
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Iteration #2800 loss: 0.2598366439342499
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Iteration #2850 loss: 0.3304068148136139
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Epoch #29 loss: 0.3031297779331605
Imagens/img//train//CDY_2016..jpg
Imagens/img//train//CDY_2019..jpg
Imagens/img//train//CDY_2017..jpg
Imagens/img//train//CDY_2020..jpg
Imagens/img//train//CDY_2021..jpgImagens/img//train//CDY_2018..jpg

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Imagens/img//train//CDY_20180427_153557690_BURST000_COVER_TOP..jpg
Imagens/img//train//CDY_20180427_153615626_BURST000_COVER_TOP..jpg
Imagens/img//train//CFR_1620..jpg
Imagens/img//train//CFR_1621..jpg
Imagens/img//train//CFR_1622..jpg
Imagens/img//train//CFR_1623..jpg
Imagens/img//train//CFR_1624..jpg
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Imagens/img//train//CFR_1626..jpg
Imagens/img//train//CFR_1627..jpg
Imagens/img//train//CFR_1628..jpg
Imagens/img//train//CFR_1629..jpg
Imagens/img//train//CFR_1630..jpg
Imagens/img//train//CFR_1631..jpg
Imagens/img//train//CFR_1632..jpg
Iteration #2900 loss: 0.29218047857284546
Imagens/img//train//CFR_1633..jpg
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Imagens/img//train//CFR_1635..jpg
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Iteration #2950 loss: 0.4043440520763397
Imagens/img//train//SVB_1974..jpg
Imagens/img//train//SVB_1975..jpg
Imagens/img//train//SVB_1976..jpg
Imagens/img//train//SVB_20180427_151954938_HDR..jpg
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Imagens/img//train//SVB_20180427_152027593_HDR..jpg
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Imagens/img//train//SVB_20180427_152404735_HDR..jpg
Imagens/img//train//SVB_20180427_152414932_HDR..jpg
Imagens/img//train//SYH_2017-04-27_1232..jpg
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Epoch #30 loss: 0.30615049491946894
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Imagens/img//train//CDY_2017..jpg
Imagens/img//train//CDY_2020..jpg
Imagens/img//train//CDY_2018..jpgImagens/img//train//CDY_2021..jpg

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Iteration #3000 loss: 0.4037347435951233
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Iteration #3050 loss: 0.4185371994972229
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Epoch #31 loss: 0.30392381719624
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Iteration #3100 loss: 0.4439976215362549
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Iteration #3150 loss: 0.2743540108203888
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Epoch #32 loss: 0.284913898135225
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Iteration #3200 loss: 0.26174023747444153
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Iteration #3250 loss: 0.2555488348007202
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Epoch #33 loss: 0.27861915916825336
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Iteration #3300 loss: 0.15667679905891418
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Iteration #3350 loss: 0.2113393247127533
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Epoch #34 loss: 0.2860807610365252
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Iteration #3400 loss: 0.3376605212688446
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Iteration #3450 loss: 0.22620540857315063
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Epoch #35 loss: 0.28239448042586446
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Iteration #3500 loss: 0.27443715929985046
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Iteration #3550 loss: 0.19091033935546875
Epoch #36 loss: 0.2712295865640044
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Iteration #3600 loss: 0.2211959809064865
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Epoch #37 loss: 0.2649046916825076
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Iteration #3650 loss: 0.2183164656162262
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Iteration #3700 loss: 0.32637283205986023
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Epoch #38 loss: 0.26905086434756714
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Iteration #3750 loss: 0.2654517889022827
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Iteration #3800 loss: 0.29114189743995667
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Epoch #39 loss: 0.2610269921521346
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Iteration #3850 loss: 0.2572847902774811
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Iteration #3900 loss: 0.29505181312561035
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Epoch #40 loss: 0.2534152745890121
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Imagens/img//train//CDY_2020..jpgImagens/img//train//CDY_2017..jpg

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Iteration #3950 loss: 0.1873772293329239
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Iteration #4000 loss: 0.2094448059797287
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Epoch #41 loss: 0.23372157368188104
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Iteration #4050 loss: 0.2589794397354126
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Iteration #4100 loss: 0.21982358396053314
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Epoch #42 loss: 0.22513774006317058
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Imagens/img//train//CDY_20180427_153615626_BURST000_COVER_TOP..jpg
Imagens/img//train//CFR_1620..jpg
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Imagens/img//train//CFR_1628..jpg
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Iteration #4150 loss: 0.17342817783355713
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Iteration #4200 loss: 0.34362730383872986
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Imagens/img//train//SVB_20180427_152158290_HDR..jpg
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Epoch #43 loss: 0.2119725412533929
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Imagens/img//train//CDY_2017..jpgImagens/img//train//CDY_2020..jpg

Imagens/img//train//CDY_2018..jpg
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Iteration #4250 loss: 0.2197948843240738
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Iteration #4300 loss: 0.2075415849685669
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Epoch #44 loss: 0.2107307151115189
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Iteration #4350 loss: 0.16487883031368256
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Iteration #4400 loss: 0.1996990144252777
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Epoch #45 loss: 0.20738442335277796
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Iteration #4450 loss: 0.21521256864070892
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Iteration #4500 loss: 0.19140389561653137
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Epoch #46 loss: 0.20008058411379656
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Iteration #4550 loss: 0.14001066982746124
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Iteration #4600 loss: 0.16585776209831238
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Epoch #47 loss: 0.1995733477330456
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Iteration #4650 loss: 0.24748115241527557
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Iteration #4700 loss: 0.19413518905639648
Epoch #48 loss: 0.2001340426504612
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Iteration #4750 loss: 0.1661151945590973
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Iteration #4800 loss: 0.1470072716474533
Epoch #49 loss: 0.2035209455061704

torch.save(model2.state_dict(), 'model_50.pt')

Predição do modelo

images, targets, image_ids = next(iter(valid_data_loader))

Imagens/img//test//CDY_20180427_153433120_BURST001..jpg

idimg=0

images = list(img.to(device) for img in images)
targets = [{k: v.to(device) for k, v in t.items()} for t in targets]

plt.imshow(images[idimg].permute(1,2,0).cpu().numpy())

<matplotlib.image.AxesImage at 0x7fcb508d3c70>

model2.eval()
cpu_device = torch.device("cpu")

outputs22 = model2(images)
outputs22 = [{k: v.to(cpu_device) for k, v in t.items()} for t in outputs22]

z2= outputs22[idimg]

sample22 = images[idimg].permute(1,2,0).cpu().numpy()
boxes22 = z2['boxes'].detach().cpu().numpy().astype(np.int32)

sample42 = images[idimg].permute(1,2,0).cpu().numpy()
boxes42 = targets[idimg]['boxes'].cpu().numpy().astype(np.int32)

Predição do modelo (esquerda) e anotações manuais (direita)

fig, ax = plt.subplots(1, 2, figsize=(16, 8))

s1=sample22.copy()
s2=sample42.copy()
for box in boxes22:
    cv2.rectangle(s1,
                  (box[0], box[1]),
                  (box[2], box[3]),
                  (220, 0, 0), 3)

for box in boxes42:
    cv2.rectangle(s2,
                  (box[0], box[1]),
                  (box[2], box[3]),
                  (220, 0, 0), 3)

ax[0].set_title('Predição do modelo')
ax[1].set_title('Anotações manuais')
ax[0].set_axis_off()
ax[0].imshow(s1)
ax[1].set_axis_off()
ax[1].imshow(s2)

Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

<matplotlib.image.AxesImage at 0x7fcb5523eac0>

fig, ax = plt.subplots(1, 1, figsize=(16, 8))

s1=sample22.copy()

for box in boxes22:
    cv2.rectangle(s1,
                  (box[0], box[1]),
                  (box[2], box[3]),
                  (220, 0, 0), 3)
cv2.imwrite("pred.png", cv2.cvtColor(s1, cv2.COLOR_BGR2RGB))    
plt.axis("off")
plt.imshow(s1)
plt.tight_layout()
plt.savefig("predicao.png", dpi=fig.dpi) 
plt.show()

Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

COCO_INSTANCE_CATEGORY_NAMES = [
    '__background__', '1'
]

pred_class22 = [COCO_INSTANCE_CATEGORY_NAMES[i] for i in list(outputs22[idimg]['labels'].numpy())] 
  
print(pred_class22) 

['1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1', '1']

outputs22

[{'boxes': tensor([[1613.6517,  930.6729, 1754.3529, 1113.5271],
          [1722.8213, 1002.1445, 1856.4865, 1173.4827],
          [ 376.4166,  852.3199,  519.5736, 1117.7449],
          [ 865.9452,  790.5837, 1040.0319,  898.2159],
          [ 778.7038,  653.1079,  928.9926,  867.0748],
          [ 608.4034,  877.9965,  801.3552, 1143.4595],
          [1029.9417,  366.8984, 1206.2164,  694.5897],
          [ 650.6890,  543.4665,  788.9367,  790.2139],
          [1932.1190, 1409.5089, 2047.7971, 1532.1331],
          [1457.9510,  986.3010, 1561.8772, 1139.9834],
          [ 272.6451,  864.5189,  402.3576, 1013.4504],
          [1147.9966,  589.0183, 1239.2213,  727.6848],
          [1181.3854,  641.2639, 1417.7734, 1031.9960],
          [1850.4232, 1332.7692, 1987.1105, 1434.4247],
          [1190.2716,  639.6859, 1418.2434,  809.8814],
          [   0.0000, 1005.9313,   29.8478, 1144.2999]], grad_fn=<CopyBackwards>),
  'labels': tensor([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]),
  'scores': tensor([0.9997, 0.9997, 0.9996, 0.9995, 0.9995, 0.9994, 0.9994, 0.9994, 0.9992,
          0.9989, 0.9988, 0.9965, 0.9960, 0.9903, 0.9675, 0.3237],
         grad_fn=<CopyBackwards>)}]

z2['scores'].detach().cpu().numpy().astype(np.float32)

array([0.9997135 , 0.99966586, 0.9996014 , 0.99953735, 0.9995216 ,
       0.9994141 , 0.9993975 , 0.9993799 , 0.99917185, 0.9989415 ,
       0.998777  , 0.9964887 , 0.9959585 , 0.99034077, 0.96752334,
       0.3236992 ], dtype=float32)

Teste scores

base_scores = pd.DataFrame(boxes22)
base_scores.rename(columns={0:"x",1:"y",2:"w",3:"h"}, inplace=True)

base_scores['label'] = pred_class22
base_scores[['x', 'y', 'w', 'h']].iloc[0].to_numpy()
base_scores['scores'] = z2['scores'].detach().cpu().numpy().astype(np.float32)
data_score = base_scores[base_scores['scores'] > 0.6]
res_score = data_score[['x', 'y', 'w', 'h']].to_numpy(dtype="Int64")

s1=sample22.copy()
fig, ax = plt.subplots(1, 1, figsize=(int(s1.shape[1]/100),int(s1.shape[0]/100)))

s2=sample42.copy()
cont= 0
for box in res_score:
    cv2.rectangle(s1,
                  (box[0], box[1]),
                  (box[2], box[3]),
                  (220, 0, 0), 3)
    font = cv2.FONT_HERSHEY_SIMPLEX
    text = data_score['label'].iloc[cont]
    # Meaning of 7 parameters (picture, text information, placement position, font, font size, font color, thickness)
    cv2.putText(s1, text, (int(box[0])-20, int(box[1]-20)), font, 1.5, (255,0,0), 2)
    cont = cont + 1
ax.set_axis_off()
ax.imshow(s1)
plt.tight_layout()
plt.savefig('predicao_score.png', dpi=fig.dpi)

Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

from collections import Counter

 

predicted_classes = dict(Counter(pred_class22))
actual_classes = dict(Counter(targets[idimg]['labels'].tolist()))

 

for key, value in predicted_classes.items():
    print('\n Valores preditos para classe ',key, '->', value)
    if int(key) in actual_classes:
        print(' Valores reais para classe', key, '->', actual_classes[int(key)])

 Valores preditos para classe  1 -> 16
 Valores reais para classe 1 -> 14

s = list()
s.append(float(4))
list(predicted_classes.items())

[('1', 16)]